of rab1b and mmp9 predicts poor survival and good response to … · second rab1 member, was also...

18
www.agingus.com 914 AGING INTRODUCTION Colorectal cancer (CRC) is the third most common cancer in men worldwide. Although the 5-year survival rate of CRC patients is more than 60%, it is still the second leading cause of cancer-related death in the developed countries [1, 2]. The primary reason for the high mortality of CRC is due to its high recurrence and metastasis in approximately half of all the patients, which are extremely difficult to cure [2, 3]. The standard therapy for CRC patients with stage III and high-risk stage II is resection plus postoperative adjuvant chemotherapy [4]. However, a subpopulation of the patients does not benefit from adjuvant chemotherapy, while suffering long-term toxicity [5]. At present, the commonly high-risk features, such as poor differentia- tion, T4 tumors and margin involvement, cannot precisely distinguish patients with high-risk from low- risk for disease recurrence and metastasis [6]. Because tumor behaviors are determined by oncogenic alterations www.agingus.com AGING 2017, Vol. 9, No. 3 Research Paper Overexpression of Rab1B and MMP9 predicts poor survival and good response to chemotherapy in patients with colorectal cancer XianZi Yang 1,2,3* , ShuZhong Cui 3* , LiSi Zeng 3* , TianTian Cheng 3 , XiaoXing Li 1,2 , Jun Chi 1,2,4 , Ren Wang 1,2 , X.F. Steven Zheng 1,2,5 , HuiYun Wang 1,2 1 State Key Laboratory of Oncology in South China, Sun YatSen University Cancer Center, Guangzhou, Guangdong, 510060, China 2 Collaborative Innovation Center for Cancer Medicine, Sun YatSen University Cancer Center, Guangzhou, Guangdong, 510060, China 3 Department of Abdominal Surgery, Affiliated Cancer Hospital & Institute of Guangzhou Medical University of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, Guangdong, 510095, China 4 Department of Endoscopy and Laser, Sun YatSen University Cancer Center, Guangzhou, Guangdong, 510060, China 5 Rutgers Cancer Institute of New Jersey, Department of Pharmacology, Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, USA * Equal contribution Correspondence to: HuiYun Wang, X.F. Steven Zheng; email: [email protected], [email protected] Keywords: colorectal cancer, Rab1B, MMP9, prognosis, adjuvant chemotherapy Received: January 22, 2017 Accepted: March 6, 2017 Published: March 18, 2017 ABSTRACT Rab1B has recently been reported to be involved in human cancer, but the role of Rab1B in colorectal cancer (CRC) remains unclear. In this study, we investigated the expression of Rab1B and MMP9 in CRC by qRTPCR, immunoblot and immunohistochemistry and analyzed the clinical significance. The results show that Rab1B and MMP9 are increased at both mRNA and protein levels in CRC cell lines and tissues, as measured by qRTPCR and immunoblotting. The high protein expression of Rab1B and MMP9 in 179 CRC tissues is associated with deep tumor invasion, lymphnode metastasis and advanced TNM stage. Survival analysis indicates that patients with overexpression of Rab1B or MMP9 have significantly worse overall survival and progressionfree survival, but better response to chemotherapy than those with low expression of proteins, and that Rab1B is an independent prognostic factor for CRC patients. Furthermore, when Rab1B and MMP9 are combined into a new risk model, it has a remarkably better prediction of prognosis than each protein alone. In conclusion, Rab1B and MMP9 are potential prognostic biomarkers and their combination significantly improves predictive power for survival and chemotherapy response in CRC patients.

Upload: others

Post on 25-Aug-2020

0 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  914  AGING

INTRODUCTION Colorectal cancer (CRC) is the third most common cancer in men worldwide. Although the 5-year survival rate of CRC patients is more than 60%, it is still the second leading cause of cancer-related death in the developed countries [1, 2]. The primary reason for the high mortality of CRC is due to its high recurrence and metastasis in approximately half of all the patients, which are extremely difficult to cure [2, 3]. The standard

therapy for CRC patients with stage III and high-risk stage II is resection plus postoperative adjuvant chemotherapy [4]. However, a subpopulation of the patients does not benefit from adjuvant chemotherapy, while suffering long-term toxicity [5]. At present, the commonly high-risk features, such as poor differentia-tion, T4 tumors and margin involvement, cannot precisely distinguish patients with high-risk from low-risk for disease recurrence and metastasis [6]. Because tumor behaviors are determined by oncogenic alterations

www.aging‐us.com      AGING 2017, Vol. 9, No. 3

Research Paper

Overexpression of Rab1B and MMP9 predicts poor survival and good response to chemotherapy in patients with colorectal cancer  

Xian‐Zi Yang1,2,3*, Shu‐Zhong Cui3*, Li‐Si Zeng3*, Tian‐Tian Cheng3, Xiao‐Xing Li1,2, Jun Chi1,2,4,  Ren Wang1,2, X.F. Steven Zheng1,2,5, Hui‐Yun Wang1,2  1State Key Laboratory of Oncology in South China, Sun Yat‐Sen University Cancer Center, Guangzhou, Guangdong, 510060, China 2Collaborative Innovation Center for Cancer Medicine, Sun Yat‐Sen University Cancer Center, Guangzhou, Guangdong, 510060, China 3Department of Abdominal Surgery, Affiliated Cancer Hospital & Institute of Guangzhou Medical University of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, Guangdong, 510095, China  4Department of Endoscopy and Laser, Sun Yat‐Sen University Cancer Center, Guangzhou, Guangdong, 510060, China 5Rutgers Cancer Institute of New Jersey, Department of Pharmacology, Robert Wood Johnson Medical School, Rutgers, The State University of New Jersey, New Brunswick, NJ 08901, USA  * Equal contribution  Correspondence to: Hui‐Yun Wang, X.F. Steven Zheng; email:  [email protected][email protected] Keywords: colorectal cancer, Rab1B, MMP9, prognosis, adjuvant chemotherapy Received:  January 22, 2017  Accepted:  March 6, 2017    Published:  March 18, 2017  ABSTRACT Rab1B has recently been reported to be  involved  in human cancer, but the role of Rab1B  in colorectal cancer(CRC) remains unclear.  In this study, we  investigated the expression of Rab1B and MMP9  in CRC by qRT‐PCR,immunoblot and immunohistochemistry and analyzed the clinical significance. The results show that Rab1B andMMP9 are increased at both mRNA and protein levels in CRC cell lines and tissues, as measured by qRT‐PCR andimmunoblotting. The high protein expression of Rab1B and MMP9  in 179 CRC tissues  is associated with deeptumor invasion, lymph‐node metastasis and advanced TNM stage. Survival analysis indicates that patients withoverexpression of Rab1B or MMP9 have significantly worse overall survival and progression‐free survival, butbetter  response  to  chemotherapy  than  those  with  low  expression  of  proteins,  and  that  Rab1B  is  anindependent prognostic factor for CRC patients. Furthermore, when Rab1B and MMP9 are combined into a newrisk model, it has a remarkably better prediction of prognosis than each protein alone. In conclusion, Rab1B andMMP9 are potential prognostic biomarkers and their combination significantly  improves predictive power forsurvival and chemotherapy response in CRC patients. 

Page 2: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  915  AGING

in molecular and cellular processes, such aberrant events can be explored as predictive biomarkers for the progression and metastasis of human cancer. Moreover, a better understanding of the molecular mechanisms under-lying the progression and metastatic process of CRC can lead to new cancer drug target [7]. There is a pressing need for identifying key molecular markers for prediction of recurrence, metastasis and chemotherapeutic outcome to improve the survival of patients with CRC. Rab1A and Rab1B share highly homologous sequence and function in membrane trafficking between endoplasmic reticulum to Golgi apparatus [8]. They have also been reported to be involved in the progression and metastasis of human cancer by regulating different cell signaling pathways [9]. In the previous studies, we demonstrated that Rab1A is overexpressed and associated with tumor prognosis in patients with CRC and hepatocellular carcinoma (HCC), promoting tumor growth and metastasis through activating mTORC1 signaling [10, 11]. It was reported that Rab1A enhances migration of breast cancer cells through promotion of ITGB1 recycling to the plasma membrane [12]. RablA overexpression was also reported in human lung cancer, which is correlated with tumor volume and stage, but the tumorigenic function of Rab1A is not dependent on mTOR or MAPK signaling [13]. These results suggest that in different types of tumor, Rab1A promotes cell migration and invasion through distinct mechanisms. Rab1B, the second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed that Rab1B protein was down-regulated and inhibited tumor proliferation and migration via regulating TGF-β/Smad pathway in triple-negative breast cancer (TNBC) [16], indicating that Rab1B may have different roles in different cancer types. Recently, Zhai et al reported that Rab1B mRNA was increased in a small sample size (23 cases) of CRC [17]. However, the clinical significance of Rab1B expression in CRC patients has not been evaluated. Matrix metalloproteinases (MMPs) play an important role in degradation of extracellular matrix (ECM) and basement membranes (BM). In CRC, previous studies indicate that the expression of MMP9 is associated with metastasis [18-20] and poor prognosis [21-23]. Interestingly, a recent study showed that Rab1A knockdown decreases MMP9 expression and inhibites MMP9-mediated invasiveness of human oral squamous cell cancer cells, suggesting that Rab1A regulates MMP9-mediated invasiveness [24]. Given the high homology between Rab1A and Rab1B, it would be interesting to determine whether Rab1B protein promotes invasiveness and metastasis by upregulating the expression of MMP9 in CRC.

In this study, we investigated the expression of Rab1B and MMP9 proteins and their relationship in CRC tissues and cell lines. We further analyzed the correlation between Rab1B and MMP9 expressions and clinicopathological parameters as well as prognosis in CRC patients. Finally, we evaluated the predictive value of Rab1B and/or MMP9 protein expressions in CRC patients who underwent chemotherapy treatment. RESULTS The expression of Rab1B and MMP9 is up-regulated in CRC cell lines To determine the expression of Rab1B and MMP9 in CRC, we first performed immunoblot and RT-PCR in 11 CRC cell lines and one human normal colon cell line CCD112CoN. The result showed that the expression levels of Rab1B and MMP9 proteins were significantly increased in 81.8 % (9/11) and 63.6% (7/11) of CRC cell lines, respectively, compared with those in normal cell line (Fig. 1A). As expected, relative expressions of Rab1B and MMP9 mRNA in CRC cell lines were also higher than those in CCD112CoN cells (Fig. 1B). Furthermore, we found that there is a positive correlation trend between Rab1B and MMP9 expression in both mRNA and protein (for mRNA: r = 0.473, P=0.121; for protein: r = 0.537, P = 0.072, Fig. 1C and 1D), although the correlations were not statistically significant. These results indicate that both Rab1B and MMP9 are up-regulated in CRC cells and may have a positive correlation. The protein expression of Rab1B and MMP9 is increased and has a positive correlation with each other in CRC tissues To further investigate the expression and clinical significance of Rab1B and MMP9 protein in CRC, we collected 179 pairs of cancer and corresponding adjacent non-tumor tissues from CRC patients. Their demographic and clinicopathological data are shown in Table 1. The protein expression of Rab1B and MMP9 in the paired CRC and non-tumor tissues was examined by immunohistochemistry (IHC). Both Rab1B and MMP9 proteins are mainly distributed in the cytoplasm and membrane of CRC cells (Fig. 2A) with 81% (145/179) and 71.5% (128/179) of CRC samples displaying higher expression of Rab1B and MMP9 proteins than the matched adjacent non-tumorous tissues, respectively (P <0.0001, Fig. 2B and 2C). To verify the IHC results, we performed immunoblot analysis on another 8 paired CRC and non-tumorous tissues. As expected, high expression of Rab1B and MMP9 was found in 75% (6/8) and 100% CRC tissues (Fig. 2D), respectively, which is consistent with the results of IHC.

Page 3: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  916  AGING

Furthermore, we analyzed the relationship between Rab1B and MMP9 expressions. In the same cohort of CRC tissue samples, 71.1 % (64/90) samples with MMP9 overexpression had high expression of Rab1B protein, while 69.7 % (62/89) samples with MMP9 down-regulation also had low expression of Rab1B (P < 0.001, Table 2 and Fig. 2E). Pearson’s correlation analysis showed that there is a positive correlation between Rab1B and MMP9 protein expressions in 179 CRC samples (Fig. 2F, r =0.388, P< 0.001), which is similar to that in CRC cell lines. These data show that Rab1B and MMP9 proteins are significantly co-overexpressed in CRC tissues. Rab1B and MMP9 overexpression is correlated with tumor progression and metastasis in CRC patients To evaluate the clinical relevance of Rab1B and MMP9 protein expression in CRC patients, the median IHC scores of 180 and 156 were defined as the cutoff value

for high- and low-expression of Rab1B and MMP9, respectively, which divided CRC patients into high- or low-expression groups. As showed in Table 2, high Rab1B and MMP9 protein expressions in CRC are significantly associated with deep invasion, lymph node metastasis, and advanced TNM stage, suggesting that both Rab1B and MMP9 are involved in the progression and metastasis of CRC. Rab1B and MMP9 protein expressions are associated with poor prognosis To explore the prognostic value of Rab1B and MMP9 proteins in this disease, we analyzed overall survival (OS) and progression-free survival (PFS) of CRC patients with Rab1B and/or MMP9 expressions. Patients with Rab1B high-expression have significantly shorter 5-year OS rate (63.5 % vs. 92.6 %) and 5-year PFS rate (56.3 % vs. 88.1 %) than those with Rab1B low-expression (All P < 0.001, Fig. 3A). Similarly,

Figure 1. Rab1B and MMP9 are overexpressed in CRC cell lines. (A) The expression of Rab1B and MMP9 proteins in a panelof CRC cell lines and an immortalized colon cell line is determined by immunoblot. GAPDH is used as a loading control. (B) Relativeexpression of Rab1B  and MMP9 mRNA  (normalized  to GAPDH)  in  the  same  set of  cell  lines  as  in  (A)  is examined by  real‐timequantitative  PCR.  (C)  The  correlation  between  Rab1B  and MMP9  proteins  (normalized  to  GAPDH)  in  the  CRC  cell  lines  wasdetermined by Spearman correlation assay.  (D) Spearman correlation analysis  is used  to analyze  the correlation between Rab1Band MMP9 mRNAs in CRC cell lines. 

Page 4: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  917  AGING

patients with MMP9 high-expression have much poorer OS and PFS than those with MMP9 low-expression (Fig. 3B), which is consistent with the conclusion from a meta-analysis of 13 cohort studies on MMP9 expres-

sion and prognosis in CRC [25]. These results indicate that the increased Rab1B or MMP9 protein is significantly correlated with poor prognosis of CRC patients.

Table 1. Clinical characteristics of patients with colorectal cancer.

Characteristics N (%) Gender

Male 95 (53.1%) Female 84 (46.9%)

Age (years) <65 117 (65.4%) ≥ 65 62 (34.6%)

Pathological grade I-II 147 (82.1%) III-IV 32 (17.9%)

Tumor location Colon 94 (52.5%) Rectum 85 (47.5%)

Tumor size < 5 cm 97 (54.2%) ≥ 5 cm 80 (44.7%)

Tumor depth Shallow 21 (11.7%) Deep 68 (38.0%)

N stage N0 99 (55.3%) N1-2 80 (44.7%)

TNM stage I 17 (9.5%) II 81 (45.3%) III 81 (45.3%)

Intraoperative chemotherapy No 126 (70.4%) Yes 53 (29.6%)

Adjuvant chemotherapy No 109 (60.9%) Yes 70 (39.1%)

Preoperative CEA (ng/ml) 0-5 127 (70.9%) > 5 52 (29.1%)

Preoperative CA199 (ng/ml) 0-35 154 (86.0%) > 35 25 (14.0%)

Shallow:  the depth of  tumor  invasion within mucosa and muscularis;  Deep:  the  depth  of  tumor  invasion beyond  serosa;  TNM,  tumor  node  metastasis;  N, lymph node; CEA, Carcinoembryonic antigen; CA199, carbohydrate antigen 199

Page 5: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  918  AGING

Figure 2. Rab1B and MMP9 expressions are significantly  increased  in colorectal cancer tissues.  (A) Shown arerepresentative immunohistochemistry (IHC) staining of Rab1B and MMP9 in CRC and adjacent non‐tumor tissues. Scale barsrepresent 50 μm.  (B) Comparison of Rab1B protein expressions between CRC  tissues and matched adjacent non‐tumoroustissues. (C) Comparison of MMP9 protein expressions between CRC tissues and matched adjacent non‐tumorous tissues. (D)The expression levels of Rab1B and MMP9 proteins in eight pairs of CRC tissues (T) and adjacent non‐tumorous tissues (N) areanalyzed by immunoblot. (E) Concordance of Rab1B and MMP9 expressions in CRC. Consecutive CRC sections were analyzedfor  the expression of Rab1B and MMP9 by  IHC. Shown are  two  representative cases. Scale bars  represent 50  μm.  (F) Thecorrelation between Rab1B and MMP9 protein expressions in CRC tissues as evaluated by Spearman correlation analysis. 

Page 6: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  919  AGING

We next analyzed the effect of their expressions and clinicopathological parameters on patient survival by using univariate and multivariate Cox model. Univariate analysis indicates that TNM stage, adjuvant chemotherapy, Rab1B and MMP9 proteins are significant predictors for OS and PFS of CRC patients (All P < 0.05, Table 3), and Tumor depth is a marginally significant predictor for OS and PFS (P =0.065 and P =0.059, respectively, Table 3). Multivariate Cox regression analysis further demons-trates that Rab1B protein is an independent risk predictor for OS (HR: 3.605, 95% CI: 1.481-8.775, P = 0.005) and PFS (HR: 3.394, 95% CI: 1.579-7.297, P = 0.002) of CRC patients (Table 3), and MMP9 protein is a marginally significant independent unfavorable pre-

dictor for OS and PFS in CRC patients (Table 3). In addition, TNM stage and adjuvant chemotherapy also are independent prognostic factors for OS and PFS in CRC patients. Moreover, we found when patients were stratified by TNM stage, stage I-II patients with high level of Rab1B protein has marginally significantly poorer OS and PFS than those with low level (Fig. 3C), and stage III patients with high Rab1B level has significantly poorer survival than those with low level (Fig. 3D). This result reveals that Rab1B can predict survival of CRC patients independent of clinical stage. Therefore, Rab1B may provide additional prognostic information to the current clinical staging system.

Table 2. The relationships of Rab1B and MMP9 expressions with clinicopathological characteristics in patients with colorectal cancer. 

Clinicopathological characteristics

Rab1B Expression P value

MMP9 Expression P value

Low High Low High

Gender Male 45 (47.4%) 50 (52.6%) 0.503 48 (50.5%) 47 (49.5%) 0.698 Female 44 (52.4%) 40 (47.6%) 40 (47.6%) 44 (52.4%)

Age (years) <65 55 (47.0%) 62 (53.0%) 0.319 56 (47.9%) 61 (52.1%) 0.633 ≥ 65 34 (54.8%) 28 (45.2%) 32 (51.6%) 30 (48.4%)

Tumor location Colon 42 (44.7%) 52 (55.3%) 0.156 45 (47.9%) 49 (52.1%) 0.717 Rectum 47 (55.3%) 38 (44.7%) 43 (50.6%) 42 (49.4%)

Tumor size < 5 cm 52 (52.5%) 47 (47.5%) 0.404 53 (53.5%) 46 (46.5%) 0.193 ≥ 5 cm 37 (46.3%) 43 (53.8%) 35 (43.8%) 45 (56.2%)

Pathological grade I-II 73 (49.7%) 74 (50.3%) 0.972 74 (50.3%) 73 (49.7%) 0.499 III-IV 16 (50.0%) 16 (50.0%) 14 (43.8%) 18 (56.2%)

Tumor depth Shallow 21 (91.3%) 2 (8.7%) <0.001 18 (78.3%) 5 (21.7%) 0.003 Deep 68 (43.6%) 88 (56.4%) 70 (44.9%) 86 (55.1%)

N stage N0 59 (59.6%) 40 (40.4%) 0.003 67 (67.7%) 32 (32.3%) 0.000 N1-2 30 (37.5%) 50 (62.5%) 21 (26.2%) 59 (73.8%)

TNM stage I 15 (88.2%) 2 (11.8%) 0.001 16 (94.1%) 1 (5.9%) <0.001 II 43 (53.1%) 38 (46.9%) 50 (61.7%) 31 (38.3%) III 31 (38.3%) 50 (61.7%) 22 (27.2%) 59 (72.8%)

Intraoperative chemotherapy No 67 (53.2%) 59 (46.8%) 0.154 65 (51.6%) 61 (48.4%) 0.317 Yes 22 (41.5%) 31 (58.5%) 23 (43.4%) 30 (56.6%)

Page 7: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  920  AGING

Combination of Rab1B and MMP9 expression significantly improves predictive efficiency for the outcome of CRC patients We found that in patients with low MMP9 expression, those with high Rab1B expression had significantly worse survival than those with low Rab1B expression (Fig. 4A). Similar result was observed in patients with MMP9 high expression (Fig. 4B). These results suggest that Rab1B is a prognostic predictor independent of MMP9. Therefore, we hypothesize that combination of both proteins will improve their predictive efficiency for survival. To this end, a new combined risk score was calculated as the sum of Rab1B score (0 or 1) and MMP9 score (0 or 1) for each case. Survival analysis shows that patients with low- (score 0), intermediate- (score 1) or high-risk (score 2) have significantly different 5-year overall survival rates, 96.7 %, 80.2 % and 57.5 %, respectively. Multivariate Cox regression analysis reveals that the new combined risk score is an independent prognostic factor for OS and PFS in CRC patients (Table S1). Compared with TNM staging system, Rab1B/MMP9 combined risk score has some better predictive accuracy for OS (ROC area: 0.76 vs. 0.71, Fig. S1A) and PFS (ROC area: 0.73 vs. 0.69, Fig. S1B) of CRC patients though there is no statistically significant difference between the two ROC areas. Thus, the new combined risk score is a potentially useful biomarker that provides additional prognostic information for physician to evaluate survival and make decision on adjuvant chemotherapy in post-operative CRC patients.

Rab1B and MMP9 protein expression predicts outcome of adjuvant chemotherapy in CRC patients In clinical practice, physicians determine the use of adjuvant chemotherapy based on the clinical stages and high-risk features of patients with CRC. However, clinical stages and high-risk features do not always accurately predict the outcome of chemotherapy. To investigate the utility of Rab1B and MMP9 proteins in CRC management, we explored the use of Rab1B and/or MMP9 protein expression to predict the response to adjuvant chemotherapy in CRC patients. First, we divided patients into high- and low-Rab1B groups. Survival analysis revealed that patients with low Rab1B protein had a similar outcome (including OS and PFS) regardless whether they had adjuvant chemotherapy (Fig. 5A), indicating that these patients do not benefit from adjuvant chemotherapy. Thus these patients should avoid the unnecessary toxicity and economic burden associated with chemotherapy. We next conducted the same analysis on patients with high Rab1B protein. Surprisingly, patients received adjuvant chemotherapy had markedly better OS and PFS than those not received the chemotherapy (Fig. 5B), clearly indicating that patients with high Rab1B protein level may obtain benefit from adjuvant chemotherapy. We also performed the same analysis on MMP9 and observed similar results (Fig. 5C and 5D). Finally, we combined Rab1B and MMP9 into the aforementioned new risk score model and conducted the same analysis. The results show that in patients with low or intermediate risk, there is no difference in OS and PFS

Adjuvant chemotherapy No 57 (52.3%) 52 (47.7%) 0.390 56 (51.4%) 53 (48.6%) 0.460 Yes 32 (45.7%) 38 (54.3%) 32 (45.7%) 38 (54.3%)

Preoperative CEA (ng/ml) 0-5 62 (48.8%) 65 (51.2%) 0.706 62 (48.8%) 65 (51.2%) 0.886 > 5 27 (51.9%) 25 (48.1%) 26 (50.0%) 26 (50.0%)

Preoperative CA199 (ng/ml) 0-35 79 (51.3%) 75 (48.7%) 0.295 78 (50.6%) 76 (49.4%) 0.323 > 35 10 (40.0%) 15 (60.0%) 10 (40.0%) 15 (60.0%)

Rab1B expression Low - -

62 (69.7%) 27 (30.3%) <0.001

High - - 26 (28.9%) 64 (71.1%) MMP9 expression

Low 62 (70.5%) 26 (29.5%) <0.001 - -

High 27 (29.7%) 64 (70.3%) - - Shallow: tumor invasion to mucosa and muscularis; Deep: tumor invasion to or beyond serosa; TNM, tumour node metastasis; N, lymph node; CEA, Carcinoembryonic antigen; CA199, carbohydrate antigen 199. 

Page 8: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  921  AGING

between patients with and without chemotherapy (Fig. 6A and 6B), but in patients with high risk, those with

chemotherapy had significantly better survival than those without chemotherapy (Fig. 6C).

Figure  3.  Overexpression  ofRab1B  and  MMP9  proteins  are  associated  with  poor  prognosis  of  CRC  patientsindependent of clinical stage.  (A) The overall survival  (OS) and progression‐free survival  (PFS) of CRC patients with high or  lowRab1B expression. P value was calculated by Log‐rank test. (B) OS and PFS of patients with high or low MMP9 expression. (C) OS and PFSof stage I‐II CRC patients with high or low Rab1B expression. (D) OS and PFS of stage III CRC patients with high or low Rab1B expression. 

Page 9: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  922  AGING

Table 3. Cox regression analysis of Rab1B, MMP9 and clinical characteristics associated with survival in patients with colorectal cancer. 

Variables Univariate analysis

P value Multivariate analysis

P value HR 95% CI HR 95% CI

Overall Survival Gender (Female vs. Male) 0.862 0.458-1.623 0.645 Age (≥65y vs. <65y) 1.196 0.621-2.301 0.593 Tumor location (Rectum vs. Colon) 0.778 0.413-1.465 0.436 Tumor size (≥5cm vs. <5cm) 1.160 0.857-3.023 0.139 Pathological grade (III-IV vs. I-II) 1.572 0.766-3.226 0.218 Tumor depth (Deep vs. Shallow) 6.477 0.889-47.176 0.065 1.541 0.187-12.716 0.688 TNM stage (III vs. II vs. I) 3.971 2.028-7.778 <0.001 2.356 1.123-4.944 0.023 Intraoperative chemotherapy

(Yes vs. No) 1.348 0.700-2.593 0.372

Adjuvant chemotherapy (Yes vs. No) 0.375 0.172-0.815 0.013 0.372 0.168-0.824 0.015

Preoperative serum CEA (> 5 ng/ml vs. 0-5 ng/ml) 0.937 0.46-1.922 0.858

Preoperative serum CA199 (> 35 ng/ml vs. 0-35 ng/ml) 1.120 0.469-2.674 0.798

Rab1B expression (High vs. Low) 5.274 2.327-11.952 <0.001 3.605 1.481-8.775 0.005 MMP9 expression (High vs. Low) 4.403 2.022-9.586 <0.001 2.031 0.872-4.729 0.101 Progression-Free Survival Gender (Female vs. Male) 0.934 0.530-1.649 0.815 Age (≥65y vs. <65y) 1.521 0.857-2.701 0.152 Tumor location (Rectum vs. Colon) 0.739 0.416-1.312 0.302 Tumor size (≥5cm vs. <5cm) 1.620 0.917-2.859 0.096 Pathological grade(III-IV vs. I-II) 1.137 0.566-2.281 0.719 Tumor depth (Deep vs. Shallow) 3.914 0.950-16.125 0.059 1.135 0.240-5.365 0.873 TNM stage (III vs. II vs. I) 3.083 1.762-5.394 <0.001 2.022 1.080-3.788 0.028 Intraoperative chemotherapy

(Yes vs. No) 1.171 0.643-2.135 0.605

Adjuvant chemotherapy (Yes vs. No) 0.428 0.218-0.839 0.013 0.415 0.207-0.831 0.014

Preoperative serum CEA (>5 ng/ml vs. 0-5 ng/ml) 1.110 0.596-2.069 0.742

Preoperative serum CA199 (>35 ng/ml vs. 0-35 ng/ml) 1.272 0.595-2.718 0.535

Rab1B expression (High vs. Low) 4.356 2.169-8.747 <0.001 3.394 1.579-7.297 0.002 MMP9 expression (High vs. Low) 3.031 1.602-5.735 0.001 1.608 0.793-3.259 0.188 HR, hazard ratio; CI, confidence  interval; Shallow: the depth of tumor  invasion within mucosa and muscularis; Deep: tumor  invasion to or beyond serosa; TNM, tumour node metastasis; CEA, Carcinoembryonic antigen; CA199, carbo‐hydrate antigen 199. 

Page 10: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  923  AGING

According to the current criteria of adjuvant chemotherapy, 109 patients were not administered adjuvant chemotherapy in this study. When these patients were divided into low- and high-expression groups based on Rab1B or MMP9 expression, those with high-expression of Rab1B or MMP9 had significantly worse survival (including OS and PSF) than those with low-expression (Fig. S2A and S2B),

indicating that patients with high-expression of Rab1B or MMP9 should be administered adjuvant chemo-therapy to improve survival. Next, we combined both proteins to predict outcome of these 109 patients, and the result showed that patients with low combined risk had the best survival and those with high combined risk had the worst survival among the three risk subgroups (Fig. S2C). Finally, we compared single proteins with

Figure 4. Combined overexpression of Rab1B/MMP9 further  improves predictive efficiency for outcomeof CRC patients. (A) OS and PFS of patients with high or low Rab1B expression in those with low‐expression of MMP9.(B) OS and PFS of patients with high or low Rab1B expression in those with high‐expression of MMP9. (C) OS and PFS ofpatients who were stratified  into three risk groups by the combined risk score of Rab1B and MMP9 proteins. Kaplan‐Meier survival was used to predict the outcomes of CRC patients with low, intermediate or high combined risk score. 

Page 11: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  924  AGING

the combined model using ROC analysis. The result demonstrates that the combination risk score model is remarkably better than single proteins (Fig. S2D), sug-

gesting that the combined risk model can provide more detailed and accurate information to help physicians make chemotherapy decisions.

Figure 5. Rab1B and MMP9 protein expression predicts outcome of adjuvant chemotherapy in CRC patients.Patients with  CRC were  stratified  into  high‐  or  low‐expression  group  by  Rab1B  or MMP9  expression.  (A)  Kaplan‐Meiersurvival and Log‐rank test were used to compare OS and PFS of CRC patients with or without adjuvant chemotherapy in lowRab1B  expression  group.  (B)  OS  and  PFS  of  CRC  patients with  or without  adjuvant  chemotherapy  in  the  high  Rab1Bexpression group.  (C) OS and PFS of CRC patients with or without adjuvant  chemotherapy  in  the  low MMP9 expressiongroup. (D) OS and PFS of patients with or without adjuvant chemotherapy in the high MMP9 expression group. 

Page 12: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  925  AGING

DISCUSSION Rab1A and Rab1B are highly homologous and known to share common biological functions in ER to Golgi trafficking and autophagosome formation [26, 27]. Our previous studies have demonstrated that Rab1A is an oncogene whose overexpression is correlated with poor prognosis in patients with CRC and HCC [10, 11].

Hence, it seems plausible that Rab1B also plays an oncogenic role in CRC. In this study, as expected, we find that the expression of Rab1B mRNA and protein is up-regulated in most of CRC tissues and cell lines, which is consistent with the result recently reported by Zhai et al [17]. Furthermore, another recent study suggested that depletion of Rab1B suppresses tumor growth by inhibiting PI3K/AKT signaling pathway in

Figure  6.  Combined  expression  of  Rab1B  and MMP9  proteins  predicts  the  outcome  of  adjuvantchemotherapy in CRC patients. CRC Patients were stratified into three risk groups by the combined risk scoreof Rab1B and MMP9 protein expression. Kaplan‐Meier survival was used to compare OS and PFS of CRC patientswith or without adjuvant chemotherapy in low risk group (A), intermediate risk group (B), and high risk group (C).

Page 13: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  926  AGING

the lung cancer cell line A549 [28]. However, Rab1B was also reported to be down-regulated in breast cancer and inhibits proliferation and metastasis of breast cancer cells [12]. The reported contradictory functions for Rab1B protein may be due to its distinct roles in a tissue origin- and tumor type-specific manner. Rab1B may participate in distinct signaling pathways, promoting either oncogenic or tumor-suppressing activity in different context. At present, the most important clinical prognostic predictor of CRC patients is TNM stage. While our data support the clinical utility of the TNM staging system in predicting the prognosis of CRC patients, many CRC patients with same TNM stages have opposite clinical outcomes, suggesting that TNM staging system needs to be improved by additional prognostic factors such as molecular biomarkers for metastasis and relapse. In this study, we explored the prognostic value of Rab1B and MMP9 in CRC patients. Our results demonstrate that Rab1B is a significant prognostic factor independent of the TNM staging system, while MMP9 is a marginally significantly independent predictor for survival of CRC patients, which is consistent with several previous studies [22, 29]. However, when Rab1B and MMP9 are combined into a new risk model, it provides much better prediction of survival in CRC patients. Altogether, our result suggests that the combined risk model is a useful biomarker for prognosis and can provide additional prognostic information in CRC patients. In clinical practice, TNM staging system also is the main method for making decision on adjuvant chemotherapy. However, our data shows that the patients who are not administered chemotherapy based on the TNM stages have remarkably different survivals when they are stratified by Rab1B or MMP9 expression, indicating that the TNM stage is not adequate for making decision on adjuvant chemo-therapy. In contrast, patients with low Rab1B or MMP9 expression show the similar survival rates no matter whether they received adjuvant chemotherapy or not, suggesting that these patients do not need chemotherapy. In patients with high Rab1B or MMP9 expression, those received chemotherapy have significantly better survival than those did not, indicating that patients with high expression of Rab1B or MMP9 should receive chemotherapy. Furthermore, when combination of Rab1B and MMP9 expression is used to predict survival of patients who did not receive adjuvant chemotherapy based on TNM stage, the combined risk model performs significantly better than Rab1B or MMP9 protein alone. Therefore, our study demonstrates for the first time that Rab1B and MMP9 individually or in combination are useful biomarkers for making decision on adjuvant chemotherapy.

In this study, we reveal that there is a significantly positive correlation between Rab1B and MMP9 expressions in CRC tissues, suggesting that Rab1B and MMP9 have an interaction. Interestingly, it was reported that MMP9 secretion is controlled by Rab1A mediated membrane trafficking [24], suggesting that Rab1B has a similar role on MMP9 secretion. Another recent study reported that PITPNC1 drives metastasis of multiple prevalent cancer types by enhancing Rab1B-mediated vesicular secretion of several pro-metastatic genes, which include MMP1 [30]. It is tempting to speculate that Rab1B regulates MMP9 in such fashion, which warrants further investigation. In conclusion, our study reveals that the elevated expression of Rab1B and MMP9 is common event in CRC tissues and cell lines. Overexpression of Rab1B and MMP9 alone or together is significantly associated with poor prognosis, suggesting that they are useful biomarkers for prediction of outcome in CRC patients. More importantly, our study demonstrates for the first time that they can accurately predict outcome of adjuvant chemotherapy, which is valuable in guiding the chemotherapy for the post-operative CRC patients. Further studies are required to decipher the molecular mechanism by which Rab1B interacts with MMP9 to promote tumor progression and metastasis in CRC. MATERIALS AND METHODS Patients and tissue samples The tumor and matched colorectal tissues were obtained from 179 consecutive patients with stage I-III CRC who underwent radical resection at Sun Yat-Sen University Cancer Center (Guangzhou, China) between January 2009 and December 2010. None of patients received preoperative chemotherapy and/or radiotherapy. After radical resection, patients with stage III and high-risk stage II CRC further received postoperative adjuvant chemotherapy. Fluorouracil-containing regimens are standard, including FOLFOX, XELOX and Xeloda. All the samples were pathologically diagnosed by two experienced pathologists. Histological classification and tumor differentiation were determined according to the criteria of the World Health Organization. Clinical stage was defined according to the 7th edition of tumor-node metastasis (TNM) classification of the American Joint Committee on Cancer Staging (AJCC) [31]. This cohort of CRC patients included 95 males (52.8%) and 85 females (47.2%), with a mean age of 59.5 years old. During the follow-up, tumor assessment was done by colonoscopy, abdominal ultrasound or computed tomography scanning at 3-month intervals for the first 2 years, then at 6-month intervals for 3 years for a total of 5 years. The average follow-up time was 54.2 months,

Page 14: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  927  AGING

ranged from 1 to 80 months. Overall survival (OS) is defined as the time from the date of surgery to the date of death from any cause or last date of follow-up; Progression-free survival (PFS) is defined as the time from the date of surgery to the date of relapse or metastasis of CRC or death from CRC or last date of follow-up. Another randomly selected eight pairs of fresh CRC tissues and matched adjacent non-tumorous colorectal tissues from patients undergoing surgical resection in 2011 were collected for immunoblot analysis. This study was reviewed and approved by the Ethical Committees of Sun Yat-Sen University Cancer Center. Written informed consent was obtained from all patients before surgery. Cell lines and cell culture Eleven human CRC cell lines (SW480, SW620, HT29, CACO2, HCT8, HCT116, CW2, DLD-1, RKO, LS174T and LoVo) and human immortalized colon cell lines (CCD-112CoN) were obtained from the American Type Culture Collection (ATCC). All cell lines were cultured in the conditions specified by the manufacturer, and authenticated by short tandem repeat DNA fingerprinting and tested for mycoplasma before use at Medicine Laboratory of the Department of Forensic Medicine, Sun Yat-Sen University (Guangzhou, China). Immunohistochemistry (IHC) IHC staining was performed using standard streptavidin-peroxidase complex method as described previously [32]. Briefly, fresh surgical tissue specimens were fixed in 10% formaldehyde and routinely processed for paraffin embedding. Then these blocks were cut into 4μm thick sections. Endogenous peroxi-dase activity was blocked by 3% hydrogen peroxide in methanol. After antigen retrieval, the sections were incubated with rabbit polyclonal Rab1B antibody (1:200, 17824-1-AP,Proteintech Group, USA) or mouse monoclonal MMP9 antibody (1:50, sc-21733,Santa Cruz, USA) overnight at 4°C and a negative control was set up by replacing the primary antibody with phosphate buffered solution (PBS). Subsequently, the sections were incubated with horseradish peroxidase (HRP)-conjugated anti-rabbit or anti-mouse IgG secondary antibody (Dako, Denmark) for 30 min at room temperature, followed by developing using 3, 5-diaminobenzidine (DAB, Dako, Denmark) substrate and counterstaining with Mayer’s hematoxylin for the nuclei.

Scoring of immunostaining The scoring of immunostaining was independently performed by two experienced pathologists who were blinded to the clinical information. The immunostaining intensity was scored as 0 - 3 (0, no staining; 1, weak staining; 2, moderate staining; 3, strong staining), and percentage of immunostained tumor cells was scored as 0 - 100. The immunostaining intensity was multiplied by the percentage of stained tumor cells, which resulted in a semi-quantitative immunostaining score (ISS) between 0 and 300. Immunoblotting The fresh CRC tissue samples and CRC cell lines were directly homogenized in RIPA Lysis buffer. 30μg of lysate protein were run on a 10% SDS-PAGE gel and then transferred onto polyvinylidene fluoridemembranes (PVDF, Millipore, USA). After blocking nonspecific binding site with TBST containing 5% non-fat milk, the membranes were incubated with a rabbit polyclonal anit-Rab1B antibody (1:300, sc-599, Santa Cruz, USA), a mouse monoclonal anti-MMP9 antibody (1:200, sc-21733, Santa Cruz, USA) or GAPDH antibody (1:6000, #5174, Cell Signaling Technology, USA) at 4°C overnight. Then the membranes were incubated with HRP-conjugated secondary antibody (1:5000, Jackson Immunoresearch Inc, USA) for about 60 min at room temperature. The blots were scanned and the intensities of protein bands were quantitated by the Bio-Rad software Quantity One (Bio-Rad Laboratories Inc., USA). Isolation of total RNA and Real-time quantitative PCR (RT-PCR) Total RNA from cancer cells was isolated using TRIzol reagent (Invitrogen) as per the manufacturer’s instruction. RNA samples were purified and extracted with phenol and chloroform. The quantity of RNA samples was measured by a NanoDropTM 2000 spectrophotometer (ThermoFisher Scientific, Waltham, MA, USA). One microgram of total RNA was used to synthesize cDNA via reverse transcription reaction according to the protocol of GoScriptTM Reverse Transcription System kit (Promega, A5001, Madison, WI, USA). After 1:20 dilution, 2μl of cDNA products was employed for PCR, which was performed on a Roche Lightcycler 96 real time PCR machine (Roche Diagnostics, Indianapolis, IN, USA) according to a standard method as described previously [33]. All samples were amplified in triplicate and GAPDH was detected as an internal control. The relative quantification of target genes was calculated using the

Page 15: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  928  AGING

comparative 2-ΔΔCT method [34]. Primer sequences for this experiment are as follows:Rab1B forward primer: 5’-GGACTTCAAGATCCGAACCAT-3’, reverse primer: 5’-ATACACCACGATGATGCCA-3’, and the amplicon length: 135bp; MMP9 forward primer: 5’-GGGACGCAGACATCGTCATC-3’, reverse primer: 5’-TCGTCATCGTCGAAATGGGC-3’, and the amplicon length: 139bp; GAPDH forward primer: 5’-CTCCTCCTGTTCGACAGTCAGC-3’, reverse primer: 5’-CCCAATACGACCAAATCCGTT-3’, and the amplicon length: 204bp. Statistical analysis SPSS 17.0 for windows (SPSS, Inc., Chicago, IL, USA) and GraphPad PrismV6 (GraphPad Prism, Inc., USA) were used for statistical analyses. The results were expressed as mean ± SD or SEM. The correlation between Rab1B expression and clinicopathological parameters was analyzed by Chi-square test or Fisher’s exact test. The Student’s t-test was used for the analysis of comparisons. The relationship between Rab1B and MMP9 expressions was tested by Pearson’s correlation analysis. The prognostic variables were evaluated by univariate and multivariate Cox proportional hazards regression model. Kaplan-Meier plots and log-rank test were used to estimate cancer specific survival curves. CONFLICTS OF INTEREST There is no conflict of interest disclosures from any authors. FUNDING This work was supported by the Research Fund of State Key Laboratory of Oncology in South China (No. 010811). REFERENCES 1.   Brenner  H,  Kloor  M,  Pox  CP.  Colorectal  cancer. 

Lancet.  2014;  383:1490–502.  doi:  10.1016/S0140‐6736(13)61649‐9 

2.   Torre LA, Bray F, Siegel RL, Ferlay J, Lortet‐Tieulent J, Jemal A. Global  cancer  statistics,  2012.  CA  Cancer  J Clin. 2015; 65:87–108. doi: 10.3322/caac.21262 

3.   Lin  GN,  Liu  PP,  Liu  DY,  Peng  JW,  Xiao  JJ,  Xia  ZJ. Prognostic  significance  of  the  pre‐chemotherapy lymphocyte‐to‐monocyte  ratio  in  patients  with previously  untreated  metastatic  colorectal  cancer receiving FOLFOX chemotherapy. Chin J Cancer. 2016; 35:5. doi: 10.1186/s40880‐015‐0063‐1 

4.   Barton MK.  Oxaliplatin in  the  adjuvant treatment of  

colon  cancer.  CA  Cancer  J  Clin.  2012;  62:3–4.  doi: 10.3322/caac.21131 

5.   Li  P,  Fang  YJ,  Li  F,  Ou  QJ,  Chen  G,  Ma  G.  ERCC1, defective  mismatch  repair  status  as  predictive biomarkers  of  survival  for  stage  III  colon  cancer patients  receiving  oxaliplatin‐based  adjuvant chemotherapy. Br  J Cancer. 2013; 108:1238–44. doi: 10.1038/bjc.2013.83 

6.   Oue N, Anami K, Schetter AJ, Moehler M, Okayama H, Khan  MA,  Bowman  ED,  Mueller  A,  Schad  A, Shimomura M, Hinoi T, Aoyagi K, Sasaki H, et al. High miR‐21  expression  from  FFPE  tissues  is  associated with  poor  survival  and  response  to  adjuvant chemotherapy  in  colon  cancer.  Int  J  Cancer.  2014; 134:1926–34. doi: 10.1002/ijc.28522 

7.   Chaffer CL, Weinberg RA. A perspective on cancer cell metastasis.  Science.  2011;  331:1559–64.  doi: 10.1126/science.1203543 

8.   Hutagalung  AH,  Novick  PJ.  Role  of  Rab  GTPases  in membrane  traffic  and  cell  physiology.  Physiol  Rev. 2011; 91:119–49. doi: 10.1152/physrev.00059.2009 

9.   Yang XZ, Li XX, Zhang YJ, Rodriguez‐Rodriguez L, Xiang MQ, Wang HY, Zheng XF. Rab1 in cell signaling, cancer and  other  diseases.  Oncogene.  2016;  35:5699–704. doi: 10.1038/onc.2016.81 

10.  Thomas  JD,  Zhang  YJ,  Wei  YH,  Cho  JH,  Morris  LE, Wang HY,  Zheng  XF.  Rab1A  is  an mTORC1  activator and  a  colorectal  oncogene.  Cancer  Cell.  2014; 26:754–69. doi: 10.1016/j.ccell.2014.09.008 

11.  Xu BH,  Li  XX,  Yang  Y,  Zhang MY, Rao HL, Wang HY, Zheng  XF.  Aberrant  amino  acid  signaling  promotes growth  and metastasis of hepatocellular  carcinomas through  Rab1A‐dependent  activation  of mTORC1 by Rab1A.  Oncotarget.  2015;  6:20813–28.  doi: 10.18632/oncotarget.5175 

12.  Wang  F,  Zheng  Z,  Guo  J,  Ding  X.  Correlation  and quantitation  of  microRNA  aberrant  expression  in tissues  and  sera  from  patients  with  breast  tumor. Gynecol  Oncol.  2010;  119:586–93.  doi: 10.1016/j.ygyno.2010.07.021 

13.  Wang X, Liu F, Qin X, Huang T, Huang B, Zhang Y, Jiang B. Expression of Rab1A  is upregulated  in human  lung cancer  and  associated with  tumor  size  and  T  stage. Aging  (Albany  NY).  2016;  8:2790–98.  doi: 10.18632/aging.101087 

14.  Nikoshkov  A,  Broliden  K,  Attarha  S,  Sviatoha  V, Hellström  AC,  Mints  M,  Andersson  S.  Expression pattern  of  the  PRDX2,  RAB1A,  RAB1B,  RAB5A  and RAB25  genes  in  normal  and  cancer  cervical  tissues. Int J Oncol. 2015; 46:107–12. 

Page 16: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  929  AGING

15.  Nalesnik MA, Tseng G, Ding Y, Xiang GS, Zheng ZL, Yu Y,  Marsh  JW,  Michalopoulos  GK,  Luo  JH.  Gene deletions and amplifications in human hepatocellular carcinomas:  correlation  with  hepatocyte  growth regulation.  Am  J  Pathol.  2012;  180:1495–508.  doi: 10.1016/j.ajpath.2011.12.021 

16.  Jiang HL,  Sun HF, Gao  SP,  Li  LD, Hu X, Wu  J,  Jin W. Loss of RAB1B promotes triple‐negative breast cancer metastasis  by  activating  TGF‐β/SMAD  signaling. Oncotarget. 2015; 6:16352–65. doi: 10.18632/oncotarget.3877 

17.  Zhai  H,  Song  B,  Xu  X,  Zhu  W,  Ju  J.  Inhibition  of autophagy and tumor growth in colon cancer by miR‐502.  Oncogene.  2013;  32:1570–79.  doi: 10.1038/onc.2012.167 

18.  Matsuyama Y, Takao S, Aikou T. Comparison of matrix metalloproteinase  expression  between  primary tumors with or without liver metastasis in pancreatic and  colorectal  carcinomas.  J  Surg  Oncol.  2002; 80:105–10. doi: 10.1002/jso.10106 

19.  Lee MA, Park JH, Rhyu SY, Oh ST, Kang WK, Kim HN. Wnt3a  expression  is  associated  with  MMP‐9 expression  in  primary  tumor  and metastatic  site  in recurrent or stage  IV colorectal cancer. BMC Cancer. 2014; 14:125. doi: 10.1186/1471‐2407‐14‐125 

20.  Kim HC, Kim YS, Oh HW, Kim K, Oh SS, Kim JT, Kim BY, Lee SJ, Choe YK, Kim DH, Kim SH, Chae SW, Kim KD, Lee  HG.  Collagen  triple  helix  repeat  containing  1 (CTHRC1) acts via ERK‐dependent induction of MMP9 to  promote  invasion  of  colorectal  cancer  cells. Oncotarget. 2014; 5:519–29. doi: 10.18632/oncotarget.1714 

21.  Bendardaf  R,  Buhmeida  A,  Hilska  M,  Laato  M, Syrjänen S, Syrjänen K, Collan Y, Pyrhönen S. MMP‐9 (gelatinase B)  expression  is  associated with disease‐free survival and disease‐specific survival in colorectal cancer patients. Cancer  Invest. 2010; 28:38–43. doi: 10.3109/07357900802672761 

22.  Zhang Y, Guan XY, Dong B, Zhao M, Wu  JH, Tian XY, Hao  CY.  Expression  of  MMP‐9  and  WAVE3  in colorectal  cancer  and  its  relationship  to clinicopathological  features.  J Cancer Res Clin Oncol. 2012; 138:2035–44. doi: 10.1007/s00432‐012‐1274‐3 

23.  Goos  JA,  Coupé  VM,  van  de Wiel MA,  Diosdado  B, Delis‐Van  Diemen  PM,  Hiemstra  AC,  de  Cuba  EM, Beliën  JA,  Menke‐van  der  Houven  van  Oordt  CW, Geldof AA, Meijer GA, Hoekstra OS, Fijneman RJ, and DeCoDe  PET  Group.  A  prognostic  classifier  for patients with colorectal cancer liver metastasis, based on  AURKA,  PTGS2  and  MMP9.  Oncotarget.  2016; 7:2123–34. 

24.  Hwang YS,  Park  KK,  Chung WY. Kalopanaxsaponin A  

inhibits  the  invasion  of  human  oral  squamous  cell carcinoma  by  reducing  metalloproteinase‐9  mRNA stability and protein trafficking. Biol Pharm Bull. 2012; 35:289–300. doi: 10.1248/bpb.35.289 

25.  Li CY, Yuan P, Lin SS, Song CF, Guan WY, Yuan L, Lai RB,  Gao  Y,  Wang  Y.  Matrix  metalloproteinase  9 expression  and  prognosis  in  colorectal  cancer:  a meta‐analysis.  Tumour  Biol.  2013;  34:735–41.  doi: 10.1007/s13277‐012‐0601‐2 

26.  Szatmári Z, Sass M. The autophagic roles of Rab small GTPases  and  their  upstream  regulators:  a  review. Autophagy. 2014; 10:1154–66. doi: 10.4161/auto.29395 

27.  Martinez H, García  IA, Sampieri L, Alvarez C. Spatial‐Temporal  Study of Rab1b Dynamics and Function at the ER‐Golgi Interface. PLoS One. 2016; 11:e0160838. doi: 10.1371/journal.pone.0160838 

28.  Wheeler DB, Zoncu R, Root DE, Sabatini DM, Sawyers CL.  Identification  of  an  oncogenic  RAB  protein. Science. 2015; 350:211–17. doi: 10.1126/science.aaa4903 

29.  Araújo  RF  Jr,  Lira  GA,  Vilaça  JA,  Guedes  HG,  Leitão MC, Lucena HF, Ramos CC. Prognostic and diagnostic implications  of  MMP‐2,  MMP‐9,  and  VEGF‐α expressions  in  colorectal  cancer.  Pathol  Res  Pract. 2015; 211:71–77. doi: 10.1016/j.prp.2014.09.007 

30.  Halberg  N,  Sengelaub  CA,  Navrazhina  K, Molina  H, Uryu K, Tavazoie SF. PITPNC1 Recruits RAB1B  to  the Golgi Network  to Drive Malignant  Secretion. Cancer Cell. 2016; 29:339–53. doi: 10.1016/j.ccell.2016.02.013 

31.  Ueno H, Mochizuki H, Akagi Y, Kusumi T, Yamada K, Ikegami M, Kawachi H, Kameoka S, Ohkura Y, Masaki T,  Kushima  R,  Takahashi  K,  Ajioka  Y,  et  al.  Optimal colorectal  cancer  staging  criteria  in  TNM classification.  J  Clin  Oncol.  2012;  30:1519–26.  doi: 10.1200/JCO.2011.39.4692 

32.  Huang Y, Zhang J, Cui ZM, Zhao J, Zheng Y. Expression of  the  CXCL12/CXCR4  and  CXCL16/CXCR6  axes  in cervical  intraepithelial neoplasia and cervical cancer. Chin J Cancer. 2013; 32:289–96. doi: 10.5732/cjc.012.10063 

33.  Cha YL, Li PD, Yuan LJ, Zhang MY, Zhang YJ, Rao HL, Zhang  HZ,  Zheng  XF,  Wang  HY.  EIF4EBP1 overexpression  is  associated with  poor  survival  and disease  progression  in  patients  with  hepatocellular carcinoma.  PLoS  One.  2015;  10:e0117493.  doi: 10.1371/journal.pone.0117493 

34.  Pfaffl MW.  A  new mathematical model  for  relative quantification  in real‐time RT‐PCR. Nucleic Acids Res. 2001; 29:e45. doi: 10.1093/nar/29.9.e45 

Page 17: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  930  AGING

 

SUPPLEMENTARY MATERIAL  

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Supplementary  Figure  1.  Rab1B/MMP9  combined  expression  has  some  better  predictiveaccuracy  for survival  than TNM staging system  in CRC patients. Receiver operating  characteristic(ROC) curve was used to compare the predictive accuracies for OS (A) and PFS (B) of CRC patients betweencombination of Rab1B/MMP9 expression and TNM staging system. AUC, the area under the curve. 

Table S1. Univariate and multivariate Cox regression analysis of Rab1B/MMP9 and survival in patients with CRC. 

Variables Univariate analysis

P value Multivariate analysis

P value HR 95% CI HR 95% CI Overall Survival

Tumor depth (Deep vs. Shallow) 6.477 0.889-47.176 0.065 1.839 0.236-14.320 0.561 TNM stage (III vs. II vs. I) 3.971 2.028-7.778 0.000* 2.217 1.074-4.578 0.031* Adjuvant chemotherapy (Yes vs. No) 0.375 0.172-0.815 0.013* 0.369 0.166-0.818 0.014*

Rab1B/MMP9 risk factor (Low vs. Intermediate vs. High) 3.272 1.985-5.394 0.000* 2.711 1.605-4.577 0.000*

Progression-Free Survival Tumor depth (Deep vs. Shallow) 3.914 0.950-16.125 0.059 1.419 0.319-6.324 0.646 TNM stage (III vs. II vs. I) 3.083 1.762-5.394 0.000* 1.852 1.006-3.410 0.048* Adjuvant chemotherapy (Yes vs. No) 0.428 0.218-0.839 0.013* 0.406 0.203-0.812 0.011*

Rab1B/MMP9 risk factor (Low vs. Intermediate vs. High) 2.604 1.726-3.928 0.000* 2.284 1.473-3.543 0.000*

Shallow:  tumor  invasion within mucosa  and muscularis; Deep:  tumor  invasion or  to beyond  serosa;  TNM,  tumour node metastasis; CRC, colorectal cancer; HR, hazard ratio; CI, confidence interval. *P< 0.05 was considered significant. 

Page 18: of Rab1B and MMP9 predicts poor survival and good response to … · second Rab1 member, was also found to be increased in cervical cancer [14] and HCC [15], but another study showed

www.aging‐us.com  931  AGING

 

 

 

Supplementary Figure 2. Either or combination of Rab1B and MMP9 protein expression predictsoutcome of chemotherapy in CRC patients. (A) Kaplan‐Meier survival analysis shows OS and PFS of CRCpatients with high‐ or  low‐expression of Rab1B  in those without adjuvant chemotherapy.  (B) OS and PFS ofCRC patients with high‐ or low‐expression of MMP9 in those without adjuvant chemotherapy. (C) OS and PFSof CRC patients with  low‐,  intermediate‐ or high‐risk  score  (calculated  from  the combination of Rab1B andMMP9) in those without adjuvant chemotherapy. (D) ROC curve was used to compare Rab1B, MMP9 and thecombination of Rab1B/MMP9 in prediction of OS and PFS in CRC patients without adjuvant chemotherapy.